A robust alignment-free fingerprint hashing algorithm based on minimum distance graphs

被引:61
作者
Das, Priyanka [1 ]
Karthik, Kannan [1 ]
Garai, Boul Chandra [2 ]
机构
[1] Indian Inst Technol Guwahati, Dept Elect & Elect Engn, Gauhati, India
[2] ISRO Satellite Ctr, Hybrid Microcircuit Div, Bangalore, Karnataka, India
关键词
Fingerprint; Hash; Minimum distance graph; Corresponding search algorithm; Security; FUZZY VAULT; CRYPTOSYSTEM;
D O I
10.1016/j.patcog.2012.02.022
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The abstraction of a fingerprint in the form of a hash can be used for secure authentication. The main challenge is in finding the right choice of features which remain relatively invariant to distortions such as rotation, translation and minutiae insertions and deletions, while at the same time capturing the diversity across users. In this paper, an alignment-free novel fingerprint hashing algorithm is proposed which uses\ a graph comprising of the inter-minutia minimum distance vectors originating from the core point as a feature set called the minimum distance graph. Matching of hashes has been implemented using a corresponding search algorithm. Based on the experiments conducted on the FVC2002-DB1a and FVC2002-DB2a databases, we obtained an equal error rate of 2.27%. The computational cost associated with our fingerprint hash generation and matching processes is relatively low, despite its success in capturing the minutia positional variations across users. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3373 / 3388
页数:16
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